Reference Servers
Reference implementations of Model Context Protocol (MCP) servers in Typescript and Python, showcasing MCP features and SDK usage.
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Scout Monitoring MCP
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Alpha Vantage MCP Server
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Optuna MCP Server
Automate optimization and analysis using Optuna.
MCP Chain
A composable middleware framework for building sophisticated MCP server chains, inspired by Ruby Rack.
Screeny
A macOS-only server that enables LLMs to capture screenshots of specific application windows, providing visual context for development and debugging.
OpenAPI MCP Server
Explore and analyze OpenAPI specifications from local files or remote URLs.
BuiltWith
Query the BuiltWith API to discover the technology stacks of websites. Requires a BuiltWith API key.
Remote MCP Server (Authless)
An example of a remote MCP server deployable on Cloudflare Workers without authentication.
Language Server
MCP Language Server gives MCP enabled clients access to semantic tools like get definition, references, rename, and diagnostics.
Linkinator
A Model Context Protocol (MCP) server that provides link checking capabilities using linkinator. This allows AI assistants like Claude to scan webpages and local files for broken links.
Kubernetes Automated Installation
An agent for automatically installing Kubernetes in a Rocky Linux environment using MCP.
AC to Automation Converter
An AI-powered system that converts Acceptance Criteria (AC) from QA specifications into automated browser testing workflows.